A pattern for building personal knowledge bases using LLMs.

This is an idea file, it is designed to be copy pasted to your own LLM Agent (e.g. OpenAI Codex, Claude Code, OpenCode / Pi, or etc.). Its goal is to communicate the high level idea, but your agent will build out the specifics in collaboration with you.

Most people's experience with LLMs and documents looks like RAG: you upload a collection of files, the LLM retrieves relevant chunks at query time, and generates an answer. This works, but the LLM is rediscovering knowledge from scratch on every question. There's no accumulation. Ask a subtle question that requires synthesizing five documents, and the LLM has to find and piece together the relevant fragments every time. Nothing is built up. NotebookLM, ChatGPT file uploads, and most RAG systems work this way.

Bluesky has implemented age verification measures in response to regional laws that restrict access, prompting users to verify their age through Epic Games' Kids Web Services before they can access adult content.

This sucks, but thankfully there are ways to work around it.

Before diving in: I encourage you to read this entire document, including the

Styling cannot escape placeholders.
So if you have a prefix like <blue>Admin the prefix will turn blue but you're username is still white (default).
In this guide I'll show you how you can use the color meta tag of groups in LuckPerms to change the color of your display name.
At the end I also show how you can do this based on dimension.

You have configured LuckPerms groups for your server and set up prefixes display in chat by adding it to display_name. If you don't want prefixes, you can remove them by searching for %luckperms:prefix% in your config file and replacing it with nothing. If you want suffixes as well you can find ${default}" and replace it with ${default}%luckperms:suffix%".

Target: Crack Google L3/L4/L5 by 2026 Duration: 24 weeks (6 months intensive preparation) Daily Time Commitment: 3-4 hours minimum

Last Updated: October 7, 2025
Extension Version Tested: Claude Code for VS Code v2.0.10

This guide will help you set up the Claude Code extension in Visual Studio Code's side panel for easy access. You can also use this process for other chat extentions like Codex.